Dissociated exchangeable graph laws #
An exchangeable graph law is dissociated when the random graph restricted to two disjoint
windows of labels consists of two independent pieces: the level-(k + l) marginal, pushed to the
pair of graphs it induces on the first k and on the last l labels, is the product of the
level-k and level-l marginals. By exchangeability two disjoint windows of sizes k and l
can be relabelled as the first k and the next l labels, and by consistency the labels beyond
them can then be dropped, so the first k and the last l labels of Fin (k + l) suffice.
Dissociation is an identity between two laws on pairs of graphs, while the upper masses of a law
only see its upper events. The two meet in the bridge isDissociated_iff_upperMass_mul: a law is
dissociated exactly when its upper masses are multiplicative over disjoint unions of patterns.
One direction reads the multiplicativity off the upper rectangles. The other needs that the upper
rectangles determine a law on pairs of graphs, which is Möbius inversion over the product of the
two finite lattices of graphs — the downward induction of
MeasureTheory.Measure.ext_of_Ici_of_finite, since the upper ray at a pair of patterns is the
rectangle of their upper events.
Main definitions #
TauCeti.DenseGraphLimits.ExchangeableGraphLaw.IsDissociated— restrictions to disjoint label windows are independent.
Main results #
TauCeti.DenseGraphLimits.ExchangeableGraphLaw.isDissociated_iff— the defining identity of a dissociated law;TauCeti.DenseGraphLimits.ExchangeableGraphLaw.upperMass_map_sum— the upper mass of a disjoint union of patterns is the mass of a rectangle under the law of the pair of windows;TauCeti.DenseGraphLimits.isDissociated_iff_upperMass_mul— a law is dissociated iff its upper masses are multiplicative over disjoint unions of patterns.
References #
- P. Diaconis, S. Janson, Graph limits and exchangeable random graphs, Rend. Mat. Appl. (7) 28 (2008), 33--61, Section 5.
A law is dissociated when restrictions to disjoint label windows are independent: the
level-(k + l) marginal pushed to the pair of windows is the product of the level-k and
level-l marginals.
Equations
- One or more equations did not get rendered due to their size.
Instances For
The defining identity of a dissociated law: the level-(k + l) marginal pushed to the pair of
windows is the product of the level-k and level-l marginals.
The upper mass of a disjoint union of two patterns, placed on the first k and the last l
labels, is the mass of the rectangle of their two upper events under the law of the pair of
windows: a graph contains the union exactly when its two windows contain the two patterns.
Dissociation via upper masses. A law is dissociated iff its upper masses are multiplicative over disjoint unions of patterns. The forward direction evaluates the two laws on upper rectangles; the converse holds because the upper rectangles are the upper rays of the product of the two finite lattices of graphs, which determine a finite law on it.